{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 1.导包\n",
    "### 2.通过网页链接生成soup\n",
    "### 3.通过soup拿到自己想要的字符数据\n",
    "### 4.通过拿到的电影的名称生成词云图\n",
    "### 5.保存文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 1.导包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "程序开始运行\n",
      "程序可以正常运行\n"
     ]
    }
   ],
   "source": [
    "print(\"程序开始运行\")\r\n",
    "from bs4 import BeautifulSoup#爬虫得到的数据格式包\r\n",
    "import requests#发送请求的包\r\n",
    "import wordcloud#导入词云的包\r\n",
    "import matplotlib.pyplot as plt#绘图包\r\n",
    "print(\"程序可以正常运行\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 2.通过网页链接生成soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://baike.baidu.com/item/%E5%91%A8%E6%98%9F%E9%A9%B0/169917?fr=aladdin <class 'str'>\n"
     ]
    }
   ],
   "source": [
    "#把百度百科网页的链接放在这儿\r\n",
    "request_url=\"https://baike.baidu.com/item/%E5%91%A8%E6%98%9F%E9%A9%B0/169917?fr=aladdin\"\r\n",
    "print(request_url,type(request_url))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.131 Safari/537.36'}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "header={'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.131 Safari/537.36'}\r\n",
    "header"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(header)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#把网页链接和header放在这儿 生成请求\r\n",
    "html=requests.get(request_url,headers=header,timeout=10)\r\n",
    "html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "requests.models.Response"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(html)#得到的html是一个response对象  然后可以通过text的方式得到里面的内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'str'>\n"
     ]
    }
   ],
   "source": [
    "content=html.text#这里就不要打印了吧 打印出来的是网页源代码 因为这里打印出来太费劲了 超过1000行 警告了\r\n",
    "print(type(content))#这样就打印出来了 不要随便打印吧 费劲"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "同样这里也不要随便打印soup吧(超过1000行打印出来费劲)，只看看数据类型吧: <class 'bs4.BeautifulSoup'>\n"
     ]
    }
   ],
   "source": [
    "#上面就是把网页里面所有的代码文件给拿到了  所以下一步通过这个str类型的数据去得到一个soup对象\r\n",
    "soup=BeautifulSoup(content,'html.parser',from_encoding='utf-8')\r\n",
    "print(\"同样这里也不要随便打印soup吧(超过1000行打印出来费劲)，只看看数据类型吧:\",type(soup))#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 3.通过soup拿到自己想要的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "先打印一下数据类型吧: <class 'bs4.element.Tag'>\n"
     ]
    }
   ],
   "source": [
    "#有了这个soup之后 再去找到含有电影名字的那部分的<><>格式的数据\r\n",
    "moiveTab=soup.find('ul',class_='scrollBox maqueeCanvas')\r\n",
    "print(\"先打印一下数据类型吧:\",type(moiveTab))#数据类型是对的 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'bs4.element.ResultSet'> 56\n"
     ]
    }
   ],
   "source": [
    "#有了这个之后 再去把里面的所有的含有电影名称的部分拿到\r\n",
    "b_list=moiveTab.find_all('b',class_='title')#\r\n",
    "print(type(b_list),len(b_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当前的b.text:\t 太极\n",
      "当前的b.text:\t 功夫2\n",
      "当前的b.text:\t 长江7号[51] \n",
      "当前的b.text:\t 功夫\n",
      "当前的b.text:\t 少林足球\n",
      "当前的b.text:\t 千王之王2000\n",
      "当前的b.text:\t 玻璃樽\n",
      "当前的b.text:\t 喜剧之王\n",
      "当前的b.text:\t 行运一条龙\n",
      "当前的b.text:\t 算死草\n",
      "当前的b.text:\t 97家有喜事\n",
      "当前的b.text:\t 食神\n",
      "当前的b.text:\t 大内密探零零发\n",
      "当前的b.text:\t 百变星君\n",
      "当前的b.text:\t 回魂夜\n",
      "当前的b.text:\t 大话西游之仙履奇缘\n",
      "当前的b.text:\t 大话西游之月光宝盒\n",
      "当前的b.text:\t 国产凌凌漆\n",
      "当前的b.text:\t 九品芝麻官之白面包青天\n",
      "当前的b.text:\t 破坏之王\n",
      "当前的b.text:\t 济公\n",
      "当前的b.text:\t 唐伯虎点秋香\n",
      "当前的b.text:\t 逃学威龙3龙过鸡年\n",
      "当前的b.text:\t 武状元苏乞儿\n",
      "当前的b.text:\t 鹿鼎记2神龙教\n",
      "当前的b.text:\t 鹿鼎记\n",
      "当前的b.text:\t 审死官\n",
      "当前的b.text:\t 逃学威龙2\n",
      "当前的b.text:\t 家有喜事\n",
      "当前的b.text:\t 漫画威龙\n",
      "当前的b.text:\t 豪门夜宴\n",
      "当前的b.text:\t 情圣\n",
      "当前的b.text:\t 赌侠2上海滩赌圣\n",
      "当前的b.text:\t 逃学威龙\n",
      "当前的b.text:\t 非洲和尚\n",
      "当前的b.text:\t 新精武门1991\n",
      "当前的b.text:\t 龙的传人\n",
      "当前的b.text:\t 赌霸\n",
      "当前的b.text:\t 整蛊专家\n",
      "当前的b.text:\t 赌侠\n",
      "当前的b.text:\t 江湖最后一个大佬\n",
      "当前的b.text:\t 无敌幸运星\n",
      "当前的b.text:\t 赌圣\n",
      "当前的b.text:\t 师兄撞鬼\n",
      "当前的b.text:\t 小偷阿星\n",
      "当前的b.text:\t 咖喱辣椒\n",
      "当前的b.text:\t 风雨同路\n",
      "当前的b.text:\t 龙凤茶楼\n",
      "当前的b.text:\t 一本漫画闯天涯\n",
      "当前的b.text:\t 望夫成龙\n",
      "当前的b.text:\t 流氓差婆\n",
      "当前的b.text:\t 义胆群英\n",
      "当前的b.text:\t 龙在天涯\n",
      "当前的b.text:\t 最佳女婿\n",
      "当前的b.text:\t 霹雳先锋\n",
      "当前的b.text:\t 捕风汉子\n"
     ]
    }
   ],
   "source": [
    "for b in b_list:\r\n",
    "    print(\"当前的b.text:\\t\",b.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['长江7号', '功夫', '少林足球', '千王之王2000', '玻璃樽', '喜剧之王', '行运一条龙', '算死草', '97家有喜事', '食神', '大内密探零零发', '百变星君', '回魂夜', '大话西游之仙履奇缘', '大话西游之月光宝盒', '国产凌凌漆', '九品芝麻官之白面包青天', '破坏之王', '济公', '唐伯虎点秋香', '逃学威龙3龙过鸡年', '武状元苏乞儿', '鹿鼎记2神龙教', '鹿鼎记', '审死官', '逃学威龙2', '家有喜事', '漫画威龙', '豪门夜宴', '情圣', '赌侠2上海滩赌圣', '逃学威龙', '非洲和尚', '新精武门1991', '龙的传人', '赌霸', '整蛊专家', '赌侠', '江湖最后一个大佬', '无敌幸运星', '赌圣', '师兄撞鬼', '小偷阿星', '咖喱辣椒', '风雨同路', '龙凤茶楼', '一本漫画闯天涯', '望夫成龙', '流氓差婆', '义胆群英', '龙在天涯', '最佳女婿', '霹雳先锋', '捕风汉子'] 54\n"
     ]
    }
   ],
   "source": [
    "#电影的前面两个还没有上映 那就删除吧\r\n",
    "moiveList=[b.text for b in b_list]\r\n",
    "moiveList.remove('太极')\r\n",
    "moiveList.remove('功夫2')\r\n",
    "moiveList.remove('长江7号[51]\\xa0')\r\n",
    "moiveList.insert(0,'长江7号')\r\n",
    "print(moiveList,len(moiveList))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "长江7号 功夫 少林足球 千王之王2000 玻璃樽 喜剧之王 行运一条龙 算死草 97家有喜事 食神 大内密探零零发 百变星君 回魂夜 大话西游之仙履奇缘 大话西游之月光宝盒 国产凌凌漆 九品芝麻官之白面包青天 破坏之王 济公 唐伯虎点秋香 逃学威龙3龙过鸡年 武状元苏乞儿 鹿鼎记2神龙教 鹿鼎记 审死官 逃学威龙2 家有喜事 漫画威龙 豪门夜宴 情圣 赌侠2上海滩赌圣 逃学威龙 非洲和尚 新精武门1991 龙的传人 赌霸 整蛊专家 赌侠 江湖最后一个大佬 无敌幸运星 赌圣 师兄撞鬼 小偷阿星 咖喱辣椒 风雨同路 龙凤茶楼 一本漫画闯天涯 望夫成龙 流氓差婆 义胆群英 龙在天涯 最佳女婿 霹雳先锋 捕风汉子 \n",
      " <class 'str'>\n"
     ]
    }
   ],
   "source": [
    "#然后有了这个list之后 就可以得到词云了\r\n",
    "moiveL=' '.join(moiveList)\r\n",
    "print(moiveL,'\\n',type(moiveL))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 4.通过拿到的电影名称数据生成词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = wordcloud.WordCloud(font_path=\"./simkai.ttf\",background_color=\"white\")#生成w  \r\n",
    "w.generate(moiveL)#把那个有间隔的字符串喂进去\r\n",
    "\r\n",
    "plt.figure()\r\n",
    "plt.imshow(w)\r\n",
    "plt.axis(\"off\")\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 5.保存文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x7f706035c890>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#保存一下文件\r\n",
    "w.to_file(\"zxcMoive.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 2, 1, 3, 3, 3, 3, 2, 2, 1, 2, 3, 1, 1, 1, 3, 2, 3, 2, 3, 1, 2, 1, 2, 2, 3, 1, 1, 3, 2, 1, 1, 2, 2, 3, 1, 1, 3, 3, 3, 1, 1, 3, 2, 1, 1, 2, 2, 2, 1, 3, 3, 1] 54\n"
     ]
    }
   ],
   "source": [
    "#这里生成的词云图的大小是按照在列表中的索引分配的，随机分配一下应该更好\r\n",
    "import random\r\n",
    "freq_List=[random.randint(1,3) for i in range(len(moiveList))]\r\n",
    "print(freq_List,len(freq_List))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'长江7号': 1, '功夫': 2, '少林足球': 2, '千王之王2000': 1, '玻璃樽': 3, '喜剧之王': 3, '行运一条龙': 3, '算死草': 3, '97家有喜事': 2, '食神': 2, '大内密探零零发': 1, '百变星君': 2, '回魂夜': 3, '大话西游之仙履奇缘': 1, '大话西游之月光宝盒': 1, '国产凌凌漆': 1, '九品芝麻官之白面包青天': 3, '破坏之王': 2, '济公': 3, '唐伯虎点秋香': 2, '逃学威龙3龙过鸡年': 3, '武状元苏乞儿': 1, '鹿鼎记2神龙教': 2, '鹿鼎记': 1, '审死官': 2, '逃学威龙2': 2, '家有喜事': 3, '漫画威龙': 1, '豪门夜宴': 1, '情圣': 3, '赌侠2上海滩赌圣': 2, '逃学威龙': 1, '非洲和尚': 1, '新精武门1991': 2, '龙的传人': 2, '赌霸': 3, '整蛊专家': 1, '赌侠': 1, '江湖最后一个大佬': 3, '无敌幸运星': 3, '赌圣': 3, '师兄撞鬼': 1, '小偷阿星': 1, '咖喱辣椒': 3, '风雨同路': 2, '龙凤茶楼': 1, '一本漫画闯天涯': 1, '望夫成龙': 2, '流氓差婆': 2, '义胆群英': 2, '龙在天涯': 1, '最佳女婿': 3, '霹雳先锋': 3, '捕风汉子': 1} <class 'dict'> 54\n"
     ]
    }
   ],
   "source": [
    "freqc_dict=dict(zip(moiveList,freq_List))\r\n",
    "print(freqc_dict,type(freqc_dict),len(freqc_dict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x7f70601ca6d0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud(font_path=\"./simkai.ttf\",background_color=\"white\")#生成wordcloud \r\n",
    "wc.fit_words(freqc_dict)#把词频的字典喂进去\r\n",
    "\r\n",
    "plt.figure()\r\n",
    "plt.imshow(wc)\r\n",
    "plt.axis(\"off\")\r\n",
    "plt.show()\r\n",
    "\r\n",
    "#保存一下文件\r\n",
    "wc.to_file(\"zxcMoive.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PaddlePaddle 2.1.2 (Python 3.5)",
   "language": "python",
   "name": "py35-paddle1.2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
